Applied Mathematics and Mechanics (English Edition) ›› 2009, Vol. 30 ›› Issue (8): 1063-1068.doi: https://doi.org/10.1007/s10483-009-0813-6
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GUO Jin-Li
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Abstract: In this paper, we propose a difference equation approach to the estimation of the degree distributions in growing networks after having analyzed the disadvantages of some existing approaches. This approach can avoid logic conflicts caused by the continuum of discrete problems, and does not need the existence assumption of the stationary degree distribution in the network analysis. Using this approach, we obtain a degree distribution formula of the Poisson growth and preferential attachment network. It is rigorously shown that this network is scale-free based on the Poisson process theory and properties of Γ-distribution.
Key words: complex network, degree distribution, scale-free network
2010 MSC Number:
62H12
91D30
90B18
GUO Jin-Li. A difference equation approach to statistical mechanics of complex networks. Applied Mathematics and Mechanics (English Edition), 2009, 30(8): 1063-1068.
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URL: https://www.amm.shu.edu.cn/EN/10.1007/s10483-009-0813-6
https://www.amm.shu.edu.cn/EN/Y2009/V30/I8/1063